Pandas Profiling Report

Dataset statistics

Number of variables	9
Number of observations	12120
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	852.3 KiB
Average record size in memory	72.0 B

Variable types

TimeSeries	5
Numeric	4

Alerts

`tmin` is highly overall correlated with `tmax` and 2 other fields	High correlation
`tmax` is highly overall correlated with `tmin` and 2 other fields	High correlation
`tmed` is highly overall correlated with `tmin` and 2 other fields	High correlation
`presMin` is highly overall correlated with `presMax`	High correlation
`presMax` is highly overall correlated with `tmin` and 1 other fields	High correlation
`velmedia` is highly overall correlated with `racha`	High correlation
`racha` is highly overall correlated with `velmedia`	High correlation
`sol` is highly overall correlated with `tmax` and 1 other fields	High correlation
`tmin` is non stationary	Non stationary
`tmax` is non stationary	Non stationary
`tmed` is non stationary	Non stationary
`presMin` is non stationary	Non stationary
`presMax` is non stationary	Non stationary
`tmin` is seasonal	Seasonal
`tmax` is seasonal	Seasonal
`tmed` is seasonal	Seasonal
`presMin` is seasonal	Seasonal
`presMax` is seasonal	Seasonal
`sol` has 368 (3.0%) zeros	Zeros

Reproduction

Analysis started	2023-03-14 15:55:20.309580
Analysis finished	2023-03-14 15:55:35.405811
Duration	15.1 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

tmin
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	310
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.318601
Minimum	-4
Maximum	29.3
Zeros	11
Zeros (%)	0.1%
Memory size	94.8 KiB

Quantile statistics

Minimum	-4
5-th percentile	3.7
Q1	8.6
median	13.4
Q3	18.4
95-th percentile	22.4
Maximum	29.3
Range	33.3
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	5.9101196
Coefficient of variation (CV)	0.44374929
Kurtosis	-0.89467669
Mean	13.318601
Median Absolute Deviation (MAD)	4.9
Skewness	-0.095200404
Sum	161421.44
Variance	34.929514
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.217380672 × 10^-12

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	119	1.0%
12	111	0.9%
19	107	0.9%
8	104	0.9%
10	103	0.8%
18.4	102	0.8%
10.4	101	0.8%
18	101	0.8%
10.2	100	0.8%
14	99	0.8%
Other values (300)	11073	91.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4	1	< 0.1%
-3.5	1	< 0.1%
-2.6	1	< 0.1%
-2.5	1	< 0.1%
-2	3	< 0.1%
-1.8	1	< 0.1%
-1.7	1	< 0.1%
-1.5	4	< 0.1%
-1.4	3	< 0.1%
-1.3	2	< 0.1%

Value	Count	Frequency (%)
29.3	1	< 0.1%
28.3	1	< 0.1%
28.1	1	< 0.1%
27.8	2	< 0.1%
27.1	1	< 0.1%
27	2	< 0.1%
26.8	3	< 0.1%
26.6	2	< 0.1%
26.5	2	< 0.1%
26.4	4	< 0.1%

ACF and PACF

tmax
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	385
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.746682
Minimum	4
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	4
5-th percentile	14.7
Q1	18.9
median	25
Q3	32.4
95-th percentile	38.7
Maximum	46.6
Range	42.6
Interquartile range (IQR)	13.5

Descriptive statistics

Standard deviation	7.8609244
Coefficient of variation (CV)	0.30531797
Kurtosis	-1.0440479
Mean	25.746682
Median Absolute Deviation (MAD)	6.6
Skewness	0.22440153
Sum	312049.78
Variance	61.794133
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.068437597 × 10^-13

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	116	1.0%
17	113	0.9%
19	111	0.9%
16	103	0.8%
21	96	0.8%
18.5	94	0.8%
20.5	89	0.7%
18.2	87	0.7%
20	85	0.7%
22	84	0.7%
Other values (375)	11142	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
6.7	1	< 0.1%
7.2	1	< 0.1%
7.6	1	< 0.1%
7.8	1	< 0.1%
7.9	1	< 0.1%
8	1	< 0.1%
8.3	2	< 0.1%
8.6	2	< 0.1%
8.7	1	< 0.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
45.9	1	< 0.1%
45.6	1	< 0.1%
45.2	1	< 0.1%
44.9	1	< 0.1%
44.8	3	< 0.1%
44.5	2	< 0.1%
44.4	2	< 0.1%
44.3	2	< 0.1%
44.2	2	< 0.1%

ACF and PACF

tmed
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	330
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.533146
Minimum	2.7
Maximum	36.8
Zeros	0
Zeros (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	2.7
5-th percentile	9.695
Q1	13.875
median	19
Q3	25.3
95-th percentile	30.2
Maximum	36.8
Range	34.1
Interquartile range (IQR)	11.425

Descriptive statistics

Standard deviation	6.6794982
Coefficient of variation (CV)	0.34195711
Kurtosis	-1.062837
Mean	19.533146
Median Absolute Deviation (MAD)	5.6
Skewness	0.1306624
Sum	236741.73
Variance	44.615697
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	8.046631817 × 10^-14

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	118	1.0%
12.8	107	0.9%
13.8	107	0.9%
15.2	106	0.9%
14.8	102	0.8%
14	102	0.8%
16	101	0.8%
13.4	100	0.8%
14.4	97	0.8%
15	97	0.8%
Other values (320)	11083	91.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.7	1	< 0.1%
3.4	1	< 0.1%
3.6	1	< 0.1%
4	1	< 0.1%
4.2	1	< 0.1%
4.8	2	< 0.1%
5	3	< 0.1%
5.2	2	< 0.1%
5.4	7	0.1%
5.5	3	< 0.1%

Value	Count	Frequency (%)
36.8	1	< 0.1%
36.3	1	< 0.1%
35.7	1	< 0.1%
35.5	1	< 0.1%
35.2	1	< 0.1%
35.1	2	< 0.1%
35	2	< 0.1%
34.9	2	< 0.1%
34.8	2	< 0.1%
34.6	2	< 0.1%

ACF and PACF

presMin
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	477
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1011.6805
Minimum	976.3
Maximum	1035.4
Zeros	0
Zeros (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	976.3
5-th percentile	1002.995
Q1	1008.3
median	1010.9
Q3	1014.9
95-th percentile	1022.5
Maximum	1035.4
Range	59.1
Interquartile range (IQR)	6.6

Descriptive statistics

Standard deviation	5.9723903
Coefficient of variation (CV)	0.0059034351
Kurtosis	1.270877
Mean	1011.6805
Median Absolute Deviation (MAD)	3.1
Skewness	0.036380283
Sum	12261568
Variance	35.669446
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.86180566 × 10^-25

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1009.8	161	1.3%
1009	151	1.2%
1011.7	151	1.2%
1011.3	145	1.2%
1010.9	145	1.2%
1010.1	142	1.2%
1009.7	140	1.2%
1008.9	140	1.2%
1009.5	138	1.1%
1010.2	138	1.1%
Other values (467)	10669	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
976.3	1	< 0.1%
977.6	1	< 0.1%
982.7	1	< 0.1%
983.2	1	< 0.1%
983.3	1	< 0.1%
983.8	1	< 0.1%
984.8	2	< 0.1%
985	2	< 0.1%
985.8	2	< 0.1%
985.9	1	< 0.1%

Value	Count	Frequency (%)
1035.4	1	< 0.1%
1032.4	1	< 0.1%
1032.2	1	< 0.1%
1032	1	< 0.1%
1031.4	1	< 0.1%
1031.2	1	< 0.1%
1030.8	1	< 0.1%
1030.5	1	< 0.1%
1030.1	2	< 0.1%
1030	1	< 0.1%

ACF and PACF

presMax
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	444
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1015.8952
Minimum	986.8
Maximum	1038
Zeros	0
Zeros (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	986.8
5-th percentile	1008.3
Q1	1012.3
median	1015
Q3	1019.1925
95-th percentile	1026.2
Maximum	1038
Range	51.2
Interquartile range (IQR)	6.8925

Descriptive statistics

Standard deviation	5.5108328
Coefficient of variation (CV)	0.0054246078
Kurtosis	0.56060447
Mean	1015.8952
Median Absolute Deviation (MAD)	3.2
Skewness	0.37335966
Sum	12312649
Variance	30.369278
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	7.92911635 × 10^-23

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1013.8	164	1.4%
1012.5	144	1.2%
1013.4	143	1.2%
1012.9	142	1.2%
1014.5	139	1.1%
1012.1	138	1.1%
1014.9	137	1.1%
1013.7	136	1.1%
1014.6	133	1.1%
1015	128	1.1%
Other values (434)	10716	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
986.8	1	< 0.1%
990.1	1	< 0.1%
991.8	2	< 0.1%
992.2	1	< 0.1%
993	1	< 0.1%
993.7	1	< 0.1%
994.4	1	< 0.1%
995.3	1	< 0.1%
995.7	1	< 0.1%
996	1	< 0.1%

Value	Count	Frequency (%)
1038	1	< 0.1%
1035.8	1	< 0.1%
1035.6	1	< 0.1%
1035.4	1	< 0.1%
1035.1	2	< 0.1%
1035	1	< 0.1%
1034.8	1	< 0.1%
1034.5	1	< 0.1%
1034.4	1	< 0.1%
1034.3	1	< 0.1%

ACF and PACF

dir
Real number (ℝ)

Distinct	216
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.83846

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	9
median	22
Q3	27
95-th percentile	99
Maximum	99
Range	98
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	28.18401
Coefficient of variation (CV)	0.97730636
Kurtosis	1.9986298
Mean	28.83846
Median Absolute Deviation (MAD)	8
Skewness	1.8020047
Sum	349522.13
Variance	794.33842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	1536	12.7%
22	1346	11.1%
23	890	7.3%
24	822	6.8%
7	699	5.8%
21	607	5.0%
6	589	4.9%
25	540	4.5%
5	420	3.5%
27	405	3.3%
Other values (206)	4266	35.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	91	0.8%
2	147	1.2%
3	226	1.9%
4	273	2.3%
4.4	1	< 0.1%
4.83	1	< 0.1%
5	420	3.5%
5.14	1	< 0.1%
5.38	1	< 0.1%
5.56	1	< 0.1%

Value	Count	Frequency (%)
99	1536	12.7%
73.33	1	< 0.1%
66.71	1	< 0.1%
64.22	1	< 0.1%
64.15	1	< 0.1%
63.71	1	< 0.1%
60.5	4	< 0.1%
60.25	1	< 0.1%
58.62	1	< 0.1%
57.83	1	< 0.1%

velmedia
Real number (ℝ)

Distinct	85
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0058581

Minimum	0
Maximum	12.8
Zeros	55
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.8
Q1	1.9
median	2.8
Q3	3.9
95-th percentile	5.8
Maximum	12.8
Range	12.8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5750876
Coefficient of variation (CV)	0.52400596
Kurtosis	0.81964341
Mean	3.0058581
Median Absolute Deviation (MAD)	1.1
Skewness	0.73189366
Sum	36431
Variance	2.4809008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.8	880	7.3%
3.1	870	7.2%
3.3	851	7.0%
1.9	812	6.7%
2.5	808	6.7%
1.7	787	6.5%
2.2	777	6.4%
3.9	672	5.5%
3.6	646	5.3%
1.4	646	5.3%
Other values (75)	4371	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	0.5%
0.3	152	1.3%
0.6	251	2.1%
0.8	457	3.8%
1.1	615	5.1%
1.4	646	5.3%
1.7	787	6.5%
1.9	812	6.7%
2.05	1	< 0.1%
2.06	1	< 0.1%

Value	Count	Frequency (%)
12.8	1	< 0.1%
11.4	2	< 0.1%
10.8	1	< 0.1%
10.6	1	< 0.1%
10.3	3	< 0.1%
10	1	< 0.1%
9.7	4	< 0.1%
9.4	6	< 0.1%
9.2	9	0.1%
8.9	6	< 0.1%

racha
Real number (ℝ)

Distinct	242
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7527145

Minimum	1.9
Maximum	31.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	1.9
5-th percentile	5.3
Q1	7.8
median	9.4
Q3	11.4
95-th percentile	15.6
Maximum	31.9
Range	30
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	3.1800809
Coefficient of variation (CV)	0.32607136
Kurtosis	1.9739109
Mean	9.7527145
Median Absolute Deviation (MAD)	2
Skewness	0.89971289
Sum	118202.9
Variance	10.112914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.2	820	6.8%
10.3	818	6.7%
9.7	816	6.7%
8.3	772	6.4%
7.2	659	5.4%
11.4	638	5.3%
10.8	610	5.0%
8.9	550	4.5%
6.1	524	4.3%
7.8	518	4.3%
Other values (232)	5395	44.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.9	1	< 0.1%
2.5	2	< 0.1%
3.1	26	0.2%
3.6	66	0.5%
3.9	11	0.1%
4.2	111	0.9%
4.4	9	0.1%
4.7	183	1.5%
5	147	1.2%
5.3	210	1.7%

Value	Count	Frequency (%)
31.9	1	< 0.1%
28.9	2	< 0.1%
27.8	1	< 0.1%
27.2	1	< 0.1%
26.7	1	< 0.1%
26.4	2	< 0.1%
25.8	2	< 0.1%
25.3	2	< 0.1%
24.7	6	< 0.1%
24.2	1	< 0.1%

sol
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	251
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.45917

Minimum	0
Maximum	14.4
Zeros	368
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	94.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	6.3
median	9.3
Q3	11.4
95-th percentile	13.1
Maximum	14.4
Range	14.4
Interquartile range (IQR)	5.1

Descriptive statistics

Standard deviation	3.7486708
Coefficient of variation (CV)	0.44314878
Kurtosis	-0.32157922
Mean	8.45917
Median Absolute Deviation (MAD)	2.4
Skewness	-0.75684138
Sum	102525.14
Variance	14.052533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	368	3.0%
9.8	218	1.8%
9.5	216	1.8%
9.3	210	1.7%
9.2	210	1.7%
9.4	208	1.7%
12.6	203	1.7%
9	198	1.6%
10	191	1.6%
9.7	185	1.5%
Other values (241)	9913	81.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	368	3.0%
0.1	54	0.4%
0.2	62	0.5%
0.3	55	0.5%
0.4	42	0.3%
0.5	37	0.3%
0.6	44	0.4%
0.7	55	0.5%
0.8	46	0.4%
0.9	33	0.3%

Value	Count	Frequency (%)
14.4	2	< 0.1%
14.3	25	0.2%
14.2	31	0.3%
14.1	41	0.3%
14	38	0.3%
13.9	35	0.3%
13.8	52	0.4%
13.7	50	0.4%
13.6	50	0.4%
13.5	51	0.4%

Auto

Heatmap
Table

	tmin	tmax	tmed	presMin	presMax	dir	velmedia	racha	sol
tmin	1.000	0.884	0.963	-0.426	-0.509	0.177	0.198	0.223	0.426
tmax	0.884	1.000	0.976	-0.272	-0.358	0.143	0.073	0.110	0.686
tmed	0.963	0.976	1.000	-0.354	-0.440	0.164	0.134	0.168	0.585
presMin	-0.426	-0.272	-0.354	1.000	0.933	-0.200	-0.315	-0.419	-0.027
presMax	-0.509	-0.358	-0.440	0.933	1.000	-0.197	-0.287	-0.376	-0.080
dir	0.177	0.143	0.164	-0.200	-0.197	1.000	0.047	0.043	0.065
velmedia	0.198	0.073	0.134	-0.315	-0.287	0.047	1.000	0.783	0.021
racha	0.223	0.110	0.168	-0.419	-0.376	0.043	0.783	1.000	0.026
sol	0.426	0.686	0.585	-0.027	-0.080	0.065	0.021	0.026	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	tmin	tmax	tmed	presMin	presMax	dir	velmedia	racha	sol
0	10.0	16.2	13.1	1016.2	1019.3	20.0	2.5	5.3	1.2
1	7.6	14.6	11.1	1010.6	1019.3	20.0	1.7	15.6	0.8
2	7.6	13.0	10.3	1008.1	1014.4	18.0	2.2	9.7	0.3
3	4.4	14.8	9.6	1014.4	1023.3	31.0	2.2	7.2	4.9
4	6.4	15.8	11.1	1023.1	1026.4	6.0	2.2	6.1	6.7
5	6.8	16.6	11.7	1022.6	1025.1	7.0	3.3	8.3	5.3
6	7.6	17.6	12.6	1024.6	1027.4	31.0	0.3	5.6	5.6
7	7.2	16.2	11.7	1024.9	1027.7	7.0	6.1	14.4	9.3
8	7.4	16.6	12.0	1025.9	1029.1	6.0	5.0	10.8	8.3
9	4.9	15.5	10.2	1022.2	1026.3	6.0	2.2	9.2	9.1

	tmin	tmax	tmed	presMin	presMax	dir	velmedia	racha	sol
12110	3.3	15.7	9.5	1008.0	1015.4	25.0	3.6	11.4	10.1
12111	1.3	15.3	8.3	1015.0	1019.3	5.0	1.4	9.2	10.9
12112	0.2	15.9	8.0	1011.3	1015.8	25.0	3.3	8.9	10.8
12113	0.5	16.9	8.7	1014.4	1017.7	30.0	1.1	5.8	11.0
12114	0.1	18.5	9.3	1013.9	1018.1	5.0	1.4	5.8	10.8
12115	6.8	17.9	12.4	1014.5	1017.6	99.0	1.9	5.0	5.2
12116	6.0	15.5	10.8	1011.0	1015.3	99.0	0.6	5.0	0.0
12117	10.3	15.9	13.1	1008.7	1013.4	21.0	1.9	8.3	0.0
12118	12.9	19.7	16.3	1009.8	1013.4	22.0	3.9	10.3	3.2
12119	14.4	20.5	17.4	1011.6	1015.1	22.0	6.1	10.3	3.2

Overview

Variables

Interactions

Correlations

Missing values

Sample